Initialization Report

This report summarizes the process of the an MVBEP model intitialization and outputs the main highlights. Created on 2022/10/24 - 18:30:19.

1. Data Description

1.1 Metadata


1.2 Descriptive summary

timestamp energy dry_temp relative_humid wind_speed wind_dir glob_hor_rad direc_norm_rad diff_hor_rad
count 43492 43492.000000 43492.000000 43492.000000 43492.000000 43492.000000 43492.000000 43492.000000 43492.000000
mean 2018-08-17 11:22:30 26.101409 8.992462 51.618579 3.926603 166.486159 191.215488 252.163064 53.551274
min 2018-01-02 23:00:00 5.523345 -23.300000 2.537854 0.000000 0.000000 0.000000 0.000000 0.000000
25% 2018-04-26 05:11:15 17.339714 0.600000 29.844351 2.600000 90.000000 0.000000 0.000000 0.000000
50% 2018-08-17 11:22:30 24.015732 8.000000 48.912015 3.600000 180.000000 6.500000 0.000000 5.500000
75% 2018-12-08 17:33:45 34.440593 17.000000 72.728475 5.100000 220.000000 335.500000 513.500000 80.000000
max 2019-03-31 23:45:00 95.749414 37.500000 100.000000 21.600000 360.000000 1064.000000 1079.000000 503.000000
std NaN 11.198900 10.939132 26.154786 2.378608 100.491581 279.191874 361.877421 81.679187

2. Data Validation

2.1 Timestamps

result
timestamp_format_mismatch 0
timestamp_jumps 0
max_timestamp_consec_jumps 0
timestamp_range 453

2.2 Remaining Features

energy dry_temp relative_humid wind_speed wind_dir glob_hor_rad direc_norm_rad diff_hor_rad criteria
total_missing_values 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3500.0
max_consec_missing_values 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 96.0
validation_result Passed Passed Passed Passed Passed Passed Passed Passed
feature_requirement Important Important Optional Optional Optional Optional Optional Optional



3. Exploratory Data Analysis

3.1 Energy and outdoor dry-bulb temperature

3.2 Energy consumption and invalid valuse

3.3 Dry-bulb temperature and invalid valuse







The intitialization process resulted in

SUCCESS!!